Humberside Police said officers were called at 12.55am today after reports that a blue Vauxhall Corsa had collided with the front of the shop in Chanterlands Avenue.
A spokesman said: "There’s no suggestion anyone went into the premises. Three men were seen leaving the scene on an off-road motorbike and heading towards Spring Bank West.
"They are described as white, in their late teens and wearing dark clothing."
Anyone with information is asked to call 101, quoting log number 29 of November 4.